| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | South St. Paul High (W) | USHS-MN-W | 25 | 4 | 14 | 18 | 0.720 | 0.1156 | 0.1255 | — | — |
| 2011-12 | South St. Paul High (W) | USHS-MN-W | 25 | 7 | 30 | 37 | 1.480 | 0.2377 | 0.2476 | — | — |
| 2012-13 | South St. Paul High (W) | USHS-MN-W | 25 | 7 | 16 | 23 | 0.920 | 0.1478 | 0.1486 | — | — |
| 2013-14 | South St. Paul High (W) | USHS-MN-W | 25 | 9 | 15 | 24 | 0.960 | 0.1542 | 0.1495 | — | — |
| 2014-15 | South St. Paul High (W) | USHS-MN-W | 24 | 11 | 6 | 17 | 0.708 | 0.1138 | 0.1032 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Minnesota | D1 | WCHA-W | — | 5 | 0 | 1 | 1 | 0.200 |
| 2015-16 | Minnesota | D1 | WCHA-W | — | 21 | 2 | 1 | 3 | 0.143 |
How to read this: NCAAe and D3e factors convert a player's junior PPG into expected NCAA scoring at the D1 or D3 level. Harder conferences → lower projected PPG for the same player. A strong junior player (e.g. USHL 0.90 PPG) will project much higher in NESCAC than Big Ten because the D3 scoring environment is lower-difficulty.
Strength factor: conferences above 1.0 are harder than average; below 1.0 are easier. The formula is: Base NCAAe PPG ÷ Conference Strength = Projected PPG.